# Updates 2016

### Patch Note 2016-12-23

* Release beta version of the Valohai machine learning platform for early access invitees.
  * *Developer Comment: We implement the platform as a RESTful API to act as the backend for the web client, upcoming command-line client, and future third-party integrations.*
  * Add initial worker pool in AWS.
  * Add registration, login and billing system.
  * Add project management.
  * Add repository management.
  * Add execution management with logging and upload support.
  * Add file download abilities to the web client.
  * Add running one-off executions.
  * You need to specify the Docker image to use and the command to run.

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